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From the IFT source library

Smart Referral System

Text from the existing IFT website. Sources and claims are still under editorial review.

Original source ↗

Topic-specific proposal from the existing IFT content

The idea to investigate

Connect referral decisions across primary, district and tertiary facilities for one condition.

This is a proposed pilot, not a completed project. The responsible team, location, budget, baseline and independent review must be agreed before implementation.

Data reference table

Evidence Snapshot

Read each value with its reporting period, population and limitations. A historical national reference is not a local baseline or proof that an IFT proposal works.

5 measurement records still need data and a review of their relevance.

Data references for Smart Referral System
SignalReference ValuePeriod / PopulationHow to Read ItSource Status
Appropriate referral

Not established

Data required — not zero

Reporting period: Information Required

Population and geography: Information Required

Proposed measure; no observed value is established here.

Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number.

Source organisation: Information Required

Direct source URL: not yet verified

Source publication date: not established

Verification status: Data required

Acceptance confirmation

Not established

Data required — not zero

Reporting period: Information Required

Population and geography: Information Required

Proposed measure; no observed value is established here.

Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number.

Source organisation: Information Required

Direct source URL: not yet verified

Source publication date: not established

Verification status: Data required

Referral-to-care time

Not established

Data required — not zero

Reporting period: Information Required

Population and geography: Information Required

Proposed measure; no observed value is established here.

Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number.

Source organisation: Information Required

Direct source URL: not yet verified

Source publication date: not established

Verification status: Data required

Referral summary completeness

Not established

Data required — not zero

Reporting period: Information Required

Population and geography: Information Required

Proposed measure; no observed value is established here.

Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number.

Source organisation: Information Required

Direct source URL: not yet verified

Source publication date: not established

Verification status: Data required

Back-referral follow-up

Not established

Data required — not zero

Reporting period: Information Required

Population and geography: Information Required

Proposed measure; no observed value is established here.

Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number.

Source organisation: Information Required

Direct source URL: not yet verified

Source publication date: not established

Verification status: Data required

Different surveys, administrative records, estimates and reporting years are not interchangeable. No combined IFT score is calculated from these rows.

Section 01

Where the problem happens

Describe the patient or population failure precisely.

Unconfirmed referrals transfer delay, cost and risk to patients and overcrowd facilities unable to provide the needed service.

Match every referral to the required capability and confirmed receiving facility. This topic requires evidence of actual access, readiness, quality, safety, affordability and continuity—not only a scheme, facility or installed asset.

Required context

Record state, district, city/block, village/ward or facility; date and time; population or patient group without unnecessary identity; service stage; observed harm or delay; source/method; and uncertainty. For emergencies and personal treatment, contact qualified local services rather than waiting for platform review.

Section 02

Why the problem happens

Investigate the service chain, not only the visible symptom.

Need & access

Who needs care, who reaches it and who is excluded? Test records, direct observation, staff and patient experience, and credible alternatives before calling it a verified cause.

Capacity & capability

Are the correct people, skills, rooms, equipment and supplies functional?

Flow & coordination

Where do queues, referrals, reports and handoffs fail?

Quality & safety

Are clinical, infection, medication, privacy and dignity standards met?

Finance & governance

Who owns, pays, operates, maintains, monitors and corrects failure?

Context & equity

How do geography, gender, disability, income, language and season change the pathway?

Section 03

How the parts work together

Every component needs an accountable operating definition.

Clinical referral criteria

Define eligibility, service standard, responsible team, required inputs, handoff, safety rule, data record, escalation and follow-up.

  • Required specialist
  • Bed and equipment
  • Distance and transport
  • Capacity confirmation
  • Digital referral summary
  • Receiving-team alert

Section 04

A solution suited to India

Repair the weakest handoff while protecting the whole pathway.

Verify baseline

Measure the actual local failure in smart referral system, including distribution and missing evidence.

Protect immediately

Contain urgent patient-safety, infection, supply, access or continuity risks before longer reform.

Redesign service

Join people, workflow, infrastructure, supplies, digital support and accountability around the user journey.

Pilot safely

Connect referral decisions across primary, district and tertiary facilities for one condition.

Independent review

Compare benefit, harm, equity, cost, workforce burden and maintainability before expansion.

Decision checks

Clinical safety; Access; Consent; Privacy; Equity; Workforce; Affordability; Maintenance; Evidence

Section 05

Roadmap

Protect now, pilot carefully and build durable capability.

  • 0–90 DAYS
  • Diagnose & protect

Verify the pathway, immediate risk, accountable owner, minimum safe standard and urgent correction.

  • 3–18 MONTHS
  • Pilot & measure

Connect referral decisions across primary, district and tertiary facilities for one condition.

  • 1–5+ YEARS
  • Institutionalise

Fund workforce, operations, maintenance, interoperability, supervision, public correction, independent evaluation and continuous learning.

Section 06

How to measure improvement

Track health benefit, safety, equity and durability—not activity alone.

KPI 01

Appropriate referral

Record the definition, baseline, target, actual result, source, reporting period, affected group and uncertainty.

KPI 02

Acceptance confirmation

KPI 03

Referral-to-care time

KPI 04

Referral summary completeness

KPI 05

Back-referral follow-up

Result status: Planned, baseline pending, active measurement, insufficient evidence, improved, mixed, no improvement or harmful. Never label a programme successful from spending, training, installation or coverage alone.

Section 07

Risks and protections

Improvement must not create avoidable clinical or social harm.

Clinical risk

Unsafe standardisation, delay, false reassurance or inappropriate escalation.

Equity risk

Remote, poor, disabled, female, older or language-minority users excluded.

Data risk

Consent failure, exposure, cyber harm, misidentification or bad-quality records.

Workforce risk

Automation or targets increase unsafe workload and conceal skill gaps.

Governance risk

Responsibility, funding, maintenance or remedy remains unclear.

15 questions, answered clearly

Questions about Smart Referral System

What does Smart Referral System focus on?

Unconfirmed referrals transfer delay, cost and risk to patients and overcrowd facilities unable to provide the needed service.

What changes does the page propose?

Measure the actual local failure in smart referral system, including distribution and missing evidence. Contain urgent patient-safety, infection, supply, access or continuity risks before longer reform. Join people, workflow, infrastructure, supplies, digital support and accountability around the user journey. Connect referral decisions across primary, district and tertiary facilities for one condition.

Which parts need to work together?

The proposed system connects Clinical referral criteria; Required specialist; Bed and equipment; Distance and transport; Capacity confirmation; Digital referral summary; Receiving-team alert. Assign a responsible team, service standard, handoff and maintenance plan for each part

What local information is needed before taking action?

Record state, district, city/block, village/ward or facility; date and time; population or patient group without unnecessary identity; service stage; observed harm or delay; source/method; and uncertainty. For emergencies and personal treatment, contact qualified local services rather than waiting for platform review.

What could be causing the problem?

Possible causes to investigate include Need & access; Capacity & capability; Flow & coordination; Quality & safety; Finance & governance; Context & equity. Treat these as questions to test against local records and experience, rather than confirmed causes in every location.

What evidence should researchers collect?

Record the starting conditions, service records, affected users’ experience, costs and the source and date of each observation. Compare more than one explanation and state what is still uncertain. Use this evidence to assess Smart Referral System.

What could a first trial of Smart Referral System look like?

Connect referral decisions across primary, district and tertiary facilities for one condition. Agree the place, responsible team, comparison, safety checks and measurement period before starting. The trial described here is a proposal, not a reported result.

How should improvement be measured?

The page proposes tracking Appropriate referral; Acceptance confirmation; Referral-to-care time; Referral summary completeness; Back-referral follow-up. Define each measure, record the starting value and reporting period, then compare later results using the same method. Report who benefits and any harm or uncertainty.

What risks and safeguards need attention?

The page flags Clinical risk; Equity risk; Data risk; Workforce risk; Governance risk. Unsafe standardisation, delay, false reassurance or inappropriate escalation. Remote, poor, disabled, female, older or language-minority users excluded. Consent failure, exposure, cyber harm, misidentification or bad-quality records. Automation or targets increase unsafe workload and conceal skill gaps. Responsibility, funding, maintenance or remedy remains unclear.

What is the suggested order of work?

Protect now, pilot carefully and build durable capability. 0–90 DAYS. Diagnose & protect. Verify the pathway, immediate risk, accountable owner, minimum safe standard and urgent correction. 3–18 MONTHS. Pilot & measure. Connect referral decisions across primary, district and tertiary facilities for one condition. 1–5+ YEARS. Build lasting services. Fund workforce, operations, maintenance, systems working together, supervision, public correction, independent evaluation and continuous learning. These stages are planning ranges. Actual timing depends on local conditions, resources, permissions and delivery capacity.

Who should take responsibility for delivery?

Information Required: the named organisation and accountable local team. Responsibilities must cover Clinical referral criteria; Required specialist; Bed and equipment; Distance and transport; Capacity confirmation; Digital referral summary; Receiving-team alert. Assign an owner for each handoff, record how problems will be escalated, and agree who will fund and maintain the work.

What costs should be checked before approval?

This is a proposed pilot, not a completed project. The responsible team, location, budget, starting measurement and independent review must be agreed before implementation. Unconfirmed referrals transfer delay, cost and risk to patients and overcrowd facilities unable to provide the needed service. Information Required: a local cost estimate, funding source and ongoing operating and maintenance budget. Include costs shifted to households or other services when comparing options.

How should access and fairness be checked?

Who needs care, who reaches it and who is excluded? Test records, direct observation, staff and patient experience, and credible alternatives before calling it a verified cause. How do geography, gender, disability, income, language and season change the pathway? Compare access, costs, safety and results across the groups affected in this location. Record missing information and correct exclusion before expanding the proposal.

When should the approach expand, change or stop?

Use the proposed measures — Appropriate referral; Acceptance confirmation; Referral-to-care time — to review benefit, harm, cost and the ability to keep the service working. Expand only when the evidence supports it; change a partly effective design and stop an unsafe or ineffective approach.

Does this page establish that the proposal has succeeded?

No verified local result should be inferred from the proposal alone. Information Required: a dated starting measurement, later results, costs, affected groups and an independent assessment. The proposed review should examine Appropriate referral; Acceptance confirmation; Referral-to-care time.